Guzman was arrested six months after he escaped from prison for a second time. The arrest was made after a shootout that left five people dead.

ABC News reports that Penn and Mexican actress Kate del Castillo, who reportedly helped set up the meeting, are under investigation. ET reached out to Penn's rep about the interview, but he has no comment at this time.